Public record
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-17 05:31 UTC

scottgal / stylobot

A rich semantic bot detection engine.

C#AGPL-3.0★ 34 stars⑂ 5 forkssince Dec 2025View on GitHub ↗
#antifraud#botdetection#frauddetection

scottgal/stylobot holds a health index of 63 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (84/100) and lowest on Sustainability & Governance (44/100). It was last updated today. A single contributor accounts for most of its recent work.

63
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

63
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

Scott GallowayPersonal account
34 followers49 public repossince Nov 2010mostlylucid limited

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

83Good · 22% of overall

Development activity

78Good
How it's scored
36/36Push recency — last push 0 days ago
14.5/36Commit cadence — 21/52 weeks with commits
18/18Commit volume — 2,618 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year2,618
human_commit_share—
days_since_last_push0
active_weeks_last_year21

Release discipline

91Excellent
How it's scored
27/27Ships releases — 67 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~0.2 days
1/10OpenSSF Scorecard: Signed-Releases — 1 out of the last 5 releases have a total of 1 signed artifacts.
Inputs used
releases_count67
latest_release_tagallbot-v8.1.7
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases0.2

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

49At risk · 18% of overall

Popularity & adoption

30At risk
How it's scored
24.6/60Stars — 34 stars
5/25Forks — 5 forks
0/15Watchers — 1 watchers
Inputs used
forks5
stars34
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

70Good
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (AGPL-3.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingyes
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

44At risk · 24% of overall

Maintainer resilience (bus factor)

16Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.1/22.5Commit distribution — top contributor authored 100% of commits
4.1/13.5Contributor breadth — 3 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.995

Issue & PR responsiveness

65Moderate
How it's scored
31.2/46.8Issue resolution — 67% of issues closed
33.9/38.3PR acceptance — 102/115 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs102
open_issues1
closed_issues2
issue_closed_ratio0.667
closed_unmerged_prs13

Ownership & stewardship

57Moderate
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
11.1/25Owner reach — 34 followers of scottgal
24.4/25Track record — 49 public repos, account ~15 yr old
Inputs used
followers34
owner_typeUser
is_verified—
owner_loginscottgal
public_repos49
account_age_days5,707
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Engineering Quality

Are baseline engineering and documentation practices in place?

84Good · 20% of overall

Engineering practices

74Good
How it's scored
24/24CI workflows — 19 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 18 out of 18 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configno
has_precommit_configno

Documentation

100Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://www.mostlylucid.net/blog/category/StyloBot
10/10Repository description
10/10Topics — 3 topics
10/10Wiki
Inputs used
topicsantifraud, botdetection, frauddetection
has_wikiyes
homepagehttps://www.mostlylucid.net/blog/category/StyloBot
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

52Moderate · 16% of overall

Security posture

52Moderate
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 18 out of 18 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
2/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0.8/7.5Signed-Releases — 1 out of the last 5 releases have a total of 1 signed artifacts.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
3.8/7.5Vulnerabilities — 5 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate5.2

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

81Good · 0% of overall

Agent context & guidance

75Good
How it's scored
45/45Agent instructions — CLAUDE.md
0/15Machine-readable docs (llms.txt)
0/40Legible commit history — no data
Inputs used
has_llms_txtno
legible_history_share—
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes42,151
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.

Verify loop (build / test / typecheck)

79Good
How it's scored
18/18One-command bootstrap — sdk/caddy/Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — sdk/node/packages/core/tsconfig.json, sdk/node/packages/elements/tsconfig.json, sdk/node/packages/node/tsconfig.json, sdk/node/samples/express-sample/tsconfig.json, sdk/node/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
0/10Demonstrated agent practice — no data
0/8Automated maintenance — no data
4/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 4
Inputs used
has_nixno
has_testsyes
lockfilesgo.sum, package-lock.json
has_dockerfileyes
typed_languageyes
bootstrap_filessdk/caddy/Makefile
has_devcontainerno
has_linter_configno
typecheck_configssdk/node/packages/core/tsconfig.json, sdk/node/packages/elements/tsconfig.json, sdk/node/packages/node/tsconfig.json, sdk/node/samples/express-sample/tsconfig.json, sdk/node/tsconfig.json
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.

Code legibility for models

100Excellent
How it's scored
45/45Type-checkable code — C# (statically typed)
54.7/55Manageable file sizes — 13/2,063 source files over 60KB
Inputs used
primary_languageC#
largest_source_bytes370,431
source_files_sampled2,063
oversized_source_files13

Machine-readable interfaces

80Good
How it's scored
40/40API schema (OpenAPI/GraphQL/proto) — sdk/node/packages/core/proto/detection.proto, sdk/proto/detection.proto, src/Mostlylucid.BotDetection.ApiHolodeck/Schemas/employee-graphql.graphql
0/20MCP server
40/40Runnable examples — examples, samples
Inputs used
example_dirsexamples, samples
has_mcp_signalno
api_schema_filessdk/node/packages/core/proto/detection.proto, sdk/proto/detection.proto, src/Mostlylucid.BotDetection.ApiHolodeck/Schemas/employee-graphql.graphql

Key facts

34GitHub stars
3contributors
2,618commits, last 12 months
0days since last push
67releases
1bus factor
1open issues
npmpackage ecosystems

More detail

OpenSSF Scorecard 5.2 / 10
5.2aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-17 05:31 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests18 out of 18 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
4Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 4
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
1Signed-Releases1 out of the last 5 releases have a total of 1 signed artifacts.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
5Vulnerabilities5 existing vulnerabilities detected
Direct dependencies 1
RegistryPackageVersion constraintManifest
npmplaywright^1.59.1scripts/package.json
All dependencies 646

Full resolved dependency set from the GitHub dependency graph: 1 direct and 645 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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                "key": "openssf_scorecard_contributors",
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                "max_points": 46.75
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                "key": "pr_acceptance",
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            "value": 57,
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                "key": "owner_reach",
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                "key": "ci_workflows",
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                "key": "openssf_scorecard_ci_tests",
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            "inputs": {
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        ],
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              },
              {
                "key": "dependency_update_tool",
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                "key": "fuzzing",
                "name": "Fuzzing",
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                "key": "license",
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              {
                "key": "maintained",
                "name": "Maintained",
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                "key": "pinned_dependencies",
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                "key": "sast",
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                "key": "security_policy",
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                "points": 0,
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                "key": "signed_releases",
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                "key": "token_permissions",
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                "points": 0,
                "status": "missed",
                "details": [],
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              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
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                "status": "partial",
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                "max_points": 7.5
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
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        "weight": 0,
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                "key": "machine_readable_docs_llms_txt",
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                "status": "missed",
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              },
              {
                "key": "legible_commit_history",
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                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                  }
                ],
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              }
            ]
          },
          {
            "key": "ai_verify_loop",
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              },
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          },
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              },
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        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-17T05:31:43.250348Z",
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  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/scottgal/stylobot.svg",
  "full_name": "scottgal/stylobot",
  "license_state": "standard",
  "license_spdx": "AGPL-3.0"
}

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.11.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics.